AI Consulting Services That Move Beyond Pilots Into Production

We deliver AI consulting from our nearshore Portugal hub - combining senior data architects, AI specialists and SAP consultants under one team. We build the data foundations, choose the use cases that scale, and ship to production. No demoware.

Problems we solve

AI pilots that never reach production

The POCs work in a notebook. They die in production. The gap is rarely the model - it is data quality, integration, governance and operating model. We engineer the path from pilot to production from the start.

Data foundations not ready for AI

AI sits on top of master data, transactional data and reporting layers that are often fragmented, inconsistent or stuck inside SAP. We build MDG, integration and data product foundations as the first step, not an afterthought.

Vendor confusion and tool sprawl

Every AI consulting company demos a different stack. Procurement is paralysed. We bring an opinionated, vendor-neutral architecture grounded in your existing landscape - build on what you have where you can, replace only where it pays back.

Generative AI use cases without ROI

Generative AI proofs of concept get funded easily and abandoned quickly. We prioritise use cases by feasibility and value before committing roadmap budget - with measurable KPIs tracked against the baseline.

Outcomes

What changes when senior AI and data consultants take ownership. Concrete results, measured against your baseline - not generic transformation promises.

Senior AI Consultants Onboarded in Days

Most individual placements mobilise within 1-2 weeks. AI and data squads stand up within 3-4 weeks. No three-month recruitment cycle, no roadmap stuck waiting for hires.

Data Foundations Ready for Production AI

Master data, integration and reporting foundations are addressed before model deployment. Past Clean Core and MDG programmes have remediated 400+ data and code objects, opening the path for reliable AI on top.

30-50% Lower Delivery Cost than Traditional AI Consulting Firms

Nearshore Portugal rates are typically 30-50% below UK, Swiss and German benchmarks - with senior expertise retained. You pay for delivery, not for governance overhead.

Use Cases Prioritised by ROI

Every generative AI and predictive use case is scored on feasibility and value before development. Only the cases that pay back enter the roadmap. The rest are documented as parking lot, not commitments.

Where We Shine

Five reasons mid-size and large enterprises choose Newronium among AI consulting firms.
01 | Execution first

We deliver, not just advise

Our AI consultants integrate into your team and stay through deployment, productionisation and stabilisation - not only the strategy phase. Accountability is built into the engagement.
02 | Flexibility

One consultant or a full squad

Start with a single AI architect. Scale into a multidisciplinary squad with data, AI and SAP coverage. Move to a dedicated AMS team. No forced commitment up front, no rigid contract structures.
03 | Nearshore

Portugal-based delivery hub

Senior expertise at rates more competitive than the UK, Switzerland or Germany. Same time zone as the rest of Europe. No offshore communication friction during model iteration cycles.
04 | Combined practice

SAP + Data + AI under one roof

Most AI consulting companies handle AI separately from data and SAP. We combine them, so AI sits on top of clean master data and reliable system integration - not a parallel programme to coordinate.
05 | Lean structure

Fast decisions, direct access

Smaller governance overhead means faster decisions, direct access to senior architects, and rapid consultant mobilisation when AI scope shifts mid-roadmap.
Talk to us

See if we're the right fit

A 20-minute call is enough to know whether our AI consulting services match your situation.
Discuss your roadmap

Built for Enterprises Operationalising AI

Whether you're scoping the first AI use case or scaling a portfolio across business units, our services adapt to the situation.

Heads of Data, AI & Analytics

Owning the AI roadmap and accountable for moving use cases into production. Need senior consultants who close the gap between data science and operational deployment.

IT Directors & CIOs

Looking to operationalise AI without inflating vendor count or technology debt. Need a partner that integrates AI into the existing landscape, not an additional silo.

Application & AMS Managers

Running the systems where AI insights need to land - SAP, CRM, custom applications. Need consultants who understand both the AI side and the system-of-record side.

Procurement & Vendor Managers

Under pressure to consolidate AI consulting spend. Need transparent pricing, clear deliverables and the option to scale up or down by use case.

Mid-market enterprises starting with AI

Beyond the experimentation phase, ready to commit budget. Need senior expertise without the structure or overhead of a top-tier consultancy - a focused team that ships.

Multi-business-unit AI programmes

Running AI initiatives across 3 or more business units in parallel. Need flexible scaling - individual consultants for niche use cases, squads for full programmes.

How AI Consulting Services Work

Context Understanding
Before recommending tools or use cases, we analyse the data, system and organisational context.

Rapid Context Diagnosis

Before proposing AI tools or use cases, we analyse the environment where the AI will run. We assess:

•       The business and technology priorities

•       The maturity of the data estate and master data

•       The state of the SAP and system-of-record integration layer

•       The delivery culture and AI governance model

•       The use cases on the table and their feasibility

The result is an AI roadmap grounded in your reality, not a templated generative AI playbook.

Precision Matching
We don't send CVs. We assemble the AI, data and system team that fits the use case.

Precision Matching

Every profile is evaluated for technical depth, industry exposure, AI use case complexity, integration with enterprise systems, communication maturity, and ability to operate within your governance model. The result is not just a CV match. It is an AI architect or consultant who integrates, contributes and accelerates from day one.

Generative AI · LLMs · MLOps · Data Platforms · MDG · BTP · Python · SAP
Structured Onboarding
Fast integration supported by clear scope, model ownership and governance alignment.

Structured Onboarding & Delivery

Speed only works if integration is controlled. We align expectations, model ownership, reporting lines and technical standards from day one. Clear decision rights. Clear KPI definitions. Clear handover for productionisation and operations.

ROI scoring · Production playbook · Model governance · Knowledge base

Results

Three programmes where Newronium consultants built the data and system foundations on which AI use cases now stand.
Manufacturing · System Foundations Reset

Global manufacturer

Programme stalled at 18 months with budget overruns and no clear path to production - including the data and reporting foundations needed for downstream AI. Newronium ran an architectural review and governance reset; the programme was back on track within 6 weeks.
6 wks
to recover programme
18 mo
prior delay reset
100%
go-live within revised scope
Week 0
Programme paused. Budget overrun.
Week 2
Architectural review complete.
Week 6
Governance reset. Delivery resumed.
Go-Live
Delivered within revised scope.
Retail · Clean Core for Reliable Data

European retailer

Legacy environment with 400+ custom objects fragmenting master data and blocking the path to reliable analytics and AI. Newronium led the Clean Core strategy and custom code remediation. Custom code was reduced by 65%, cleaning the data layer for downstream use.
65%
custom code reduction
400+
custom objects assessed
Cleaner
data layer for analytics & AI
Audit
400+ custom objects mapped.
Strategy
Clean Core principles defined.
Remediation
65% custom code retired.
Outcome
Reliable data layer.
Pharmaceuticals · Data Quality at Scale

Pharma group

Large transformation programme lacking experienced resources for data migration, logistics and quality processes - the same data layer needed for AI-driven quality and supply chain use cases. Senior consultants (QM, MM, Data Migration) integrated into the programme team. Migration error rates dropped, quality data stabilised.
3
critical workstreams stabilised
migration error rate
Quality
data stabilised
Brief
QM, MM, Data Migration gaps.
Mobilisation
Senior consultants integrated.
Migration
Errors reduced. Quality stabilised.
Rollout
Global timelines maintained.

FAQs About AI Consulting Services

Direct answers to the questions buyers ask before engaging an AI consulting partner.

What are AI consulting services?

AI consulting services are professional advisory and delivery engagements that help organisations identify, design, build and operate AI use cases - including generative AI, predictive AI and process automation. The work covers AI strategy and use case prioritisation, data foundations and master data, model design and development, integration into systems of record, MLOps, governance and post-go-live support. Most enterprises engage AI consulting services as individual specialists embedded in internal teams, multidisciplinary squads, or dedicated managed teams. Newronium delivers all three models from a nearshore Portugal hub, combining AI, data and SAP expertise. Pricing is set by daily rates, blended squad rates or monthly retainers.

How much do AI consulting services cost?

AI consulting services pricing depends on the engagement model and consultant seniority. Newronium uses a daily rate for individual AI consultants, a blended monthly rate for squads, and a monthly retainer for dedicated AI/data teams. Daily rates are typically 30-50% lower than large AI consulting firms such as Accenture or Capgemini, while keeping senior expertise. Pricing is transparent and aligned with the type of engagement, with no minimum spend on individual consultant placements.

How quickly can AI consultants start?

AI consultants from Newronium can start in days, not months, once the role and context are confirmed. Most individual placements mobilise within 1-2 weeks, and squads typically stand up within 3-4 weeks. We work from a pre-validated bench of senior AI, data and SAP profiles in Portugal, which removes the recruitment cycle. Onboarding follows a structured handover with clear scope, reporting lines and governance standards from day one.

What is included in AI consulting services from Newronium?

AI consulting services from Newronium cover use case identification and prioritisation, generative AI strategy and implementation, predictive AI and machine learning, MLOps and productionisation, data foundations including MDG and integration, and AI governance. Engagements are delivered as individual consultants, multidisciplinary squads, or dedicated nearshore teams. Coverage spans AI tooling (LLMs, MLOps platforms, data platforms) and integration with enterprise systems including SAP, BTP and CRM. Every engagement includes architectural oversight and delivery governance.

How does Newronium differ from other AI consulting companies?

Newronium differs from other AI consulting companies - large consultancies, AI-native boutiques and offshore staffing - by combining senior nearshore expertise with execution-first delivery. Daily rates are typically 30-50% below large firms such as Accenture or Capgemini, while quality remains higher than freelance or pure offshore models. Unlike AI-only boutiques that disconnect from systems of record, Newronium brings AI, data and SAP under one team - so use cases land in the systems where business actually runs. The flexible model lets clients start with one consultant and scale to a full squad without renegotiating contracts.

Are AI consulting services from Newronium right for our company size?

AI consulting services from Newronium fit mid-size to large enterprises ready to operationalise AI beyond pilots. Typical clients have 500+ employees, run established enterprise systems, and operate across one or more countries. We work across Pharmaceuticals, Manufacturing, Retail, Logistics and Financial Services. Smaller engagements start with a single AI consultant and can scale to full squads as use cases evolve, so commitment matches the actual scope.

What results can we expect from AI consulting services?

AI consulting services from Newronium typically deliver measurable results within the first quarter - a prioritised use case backlog, a first production-ready data foundation, and the first model in flight. Outcomes are tracked against agreed KPIs such as use case throughput, model accuracy, time-to-production and ROI per use case. We commit to outcomes, not just hours billed, and document parked use cases as transparently as committed ones.

Can you complement our existing AI consulting partners?

Newronium complements existing AI consulting partners without replacing them. We integrate alongside incumbent vendors to fill specific skill gaps - particularly the data foundation and SAP integration layer that AI-only consultancies often leave to others. This is a common pattern for clients with preferred AI vendors who need senior data and integration expertise without renegotiating master agreements.

How do you ensure AI quality and continuity in production?

AI quality and continuity in production are protected through MLOps practices, model governance and stable team structures. Dedicated teams operate under defined SLAs with backup coverage and shared knowledge bases, so departures do not break production AI services. Every model deployment includes a monitoring and retraining plan, defined accuracy thresholds, and an explicit rollback path. Newronium stays involved post-deployment with regular delivery reviews.